├── .circleci ├── artifact_path └── config.yml ├── .gitattributes ├── .github ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── PULL_REQUEST_TEMPLATE.md ├── labeler.yml ├── requirements_strict.txt ├── requirements_test_windows.txt └── workflows │ ├── build_doc.yml │ ├── build_tests.yml │ ├── build_wheels.yml │ ├── build_wheels_weekly.yml │ ├── check_release.yml │ ├── circleci-redirector.yml │ └── labeler.yml ├── .gitignore ├── .mailmap ├── .pre-commit-config.yaml ├── .yamllint.yml ├── CITATION.cff ├── CONTRIBUTORS.md ├── LICENSE ├── MANIFEST.in ├── Makefile ├── README.md ├── RELEASES.md ├── benchmarks ├── __init__.py ├── benchmark.py ├── emd.py └── sinkhorn_knopp.py ├── codecov.yml ├── data ├── autumn.jpg ├── cross.png ├── duck.png ├── fallingwater.jpg ├── heart.png ├── manhattan.npz ├── ocean_day.jpg ├── ocean_sunset.jpg ├── redcross.png ├── square.png ├── star.png ├── tooth.png ├── triangle.png └── woods.jpg ├── docs ├── Makefile ├── make.bat ├── nb_build ├── nb_run_conv ├── requirements.txt ├── requirements_rtd.txt ├── rtd │ ├── conf.py │ └── index.md └── source │ ├── _static │ └── images │ │ ├── bak.png │ │ ├── logo.png │ │ ├── logo.svg │ │ ├── logo_3ia.jpg │ │ ├── logo_anr.jpg │ │ ├── logo_cnrs.jpg │ │ ├── logo_dark.png │ │ ├── logo_dark.svg │ │ ├── logo_hiparis.png │ │ └── sinkhorn.png │ ├── _templates │ ├── module.rst │ └── versions.html │ ├── all.rst │ ├── code_of_conduct.rst │ ├── conf.py │ ├── contributing.rst │ ├── contributors.rst │ ├── index.rst │ ├── releases.rst │ └── user_guide.rst ├── examples ├── backends │ ├── index.rst │ ├── plot_Sinkhorn_gradients.py │ ├── plot_dual_ot_pytorch.py │ ├── plot_optim_gromov_pytorch.py │ ├── plot_ot_batch.py │ ├── plot_sliced_wass_grad_flow_pytorch.py │ ├── plot_ssw_unif_torch.py │ ├── plot_stoch_continuous_ot_pytorch.py │ ├── plot_unmix_optim_torch.py │ ├── plot_wass1d_torch.py │ └── plot_wass2_gan_torch.py ├── barycenters │ ├── index.rst │ ├── plot_barycenter_1D.py │ ├── plot_barycenter_lp_vs_entropic.py │ ├── plot_convolutional_barycenter.py │ ├── plot_debiased_barycenter.py │ ├── plot_free_support_barycenter.py │ ├── plot_free_support_barycenter_generic_cost.py │ ├── plot_free_support_sinkhorn_barycenter.py │ ├── plot_gaussian_barycenter.py │ ├── plot_generalized_free_support_barycenter.py │ └── plot_gmm_barycenter.py ├── domain-adaptation │ ├── index.rst │ ├── plot_otda_classes.py │ ├── plot_otda_color_images.py │ ├── plot_otda_d2.py │ ├── plot_otda_jcpot.py │ ├── plot_otda_laplacian.py │ ├── plot_otda_linear_mapping.py │ ├── plot_otda_mapping.py │ ├── plot_otda_mapping_colors_images.py │ └── plot_otda_semi_supervised.py ├── gaussian_gmm │ ├── index.rst │ ├── plot_GMMOT_plan.py │ └── plot_GMM_flow.py ├── gromov │ ├── index.rst │ ├── plot_barycenter_fgw.py │ ├── plot_entropic_semirelaxed_fgw.py │ ├── plot_fgw.py │ ├── plot_fgw_solvers.py │ ├── plot_gnn_TFGW.py │ ├── plot_gromov.py │ ├── plot_gromov_barycenter.py │ ├── plot_gromov_wasserstein_dictionary_learning.py │ ├── plot_partial_fgw.py │ ├── plot_quantized_gromov_wasserstein.py │ ├── plot_semirelaxed_fgw.py │ └── plot_semirelaxed_gromov_wasserstein_barycenter.py ├── index.rst ├── lowrank │ ├── index.rst │ ├── plot_factored_coupling.py │ ├── plot_lowrank_GW.py │ ├── plot_lowrank_sinkhorn.py │ └── plot_nystroem_approximation.py ├── others │ ├── index.rst │ ├── plot_COOT.py │ ├── plot_EWCA.py │ ├── plot_SSNB.py │ ├── plot_WDA.py │ ├── plot_WeakOT_VS_OT.py │ ├── plot_dmmot.py │ ├── plot_logo.py │ ├── plot_outlier_detection_with_COOT_and_unbalanced_COOT.py │ └── plot_stochastic.py ├── plot_Intro_OT.py ├── plot_OT_1D.py ├── plot_OT_2D_samples.py ├── plot_OT_L1_vs_L2.py ├── plot_compute_emd.py ├── plot_optim_OTreg.py ├── plot_quickstart_guide.py ├── plot_solve_variants.py ├── plot_sparse_emd.py ├── sliced-wasserstein │ ├── index.rst │ ├── plot_compute_wasserstein_circle.py │ ├── plot_variance.py │ └── plot_variance_ssw.py └── unbalanced-partial │ ├── index.rst │ ├── plot_UOT_1D.py │ ├── plot_UOT_barycenter_1D.py │ ├── plot_conv_sinkhorn_ti.py │ ├── plot_partial_1d.py │ ├── plot_partial_wass_and_gromov.py │ ├── plot_regpath.py │ └── plot_unbalanced_OT.py ├── ignore-words.txt ├── ot ├── __init__.py ├── backend.py ├── batch │ ├── __init__.py │ ├── _linear.py │ ├── _quadratic.py │ └── _utils.py ├── bregman │ ├── __init__.py │ ├── _barycenter.py │ ├── _convolutional.py │ ├── _dictionary.py │ ├── _empirical.py │ ├── _geomloss.py │ ├── _screenkhorn.py │ ├── _sinkhorn.py │ └── _utils.py ├── coot.py ├── da.py ├── datasets.py ├── dr.py ├── factored.py ├── gaussian.py ├── gmm.py ├── gnn │ ├── __init__.py │ ├── _layers.py │ └── _utils.py ├── gromov │ ├── __init__.py │ ├── _bregman.py │ ├── _dictionary.py │ ├── _estimators.py │ ├── _gw.py │ ├── _lowrank.py │ ├── _partial.py │ ├── _quantized.py │ ├── _semirelaxed.py │ ├── _unbalanced.py │ └── _utils.py ├── helpers │ ├── __init__.py │ ├── openmp_helpers.py │ └── pre_build_helpers.py ├── lowrank.py ├── lp │ ├── EMD.h │ ├── EMD_wrapper.cpp │ ├── __init__.py │ ├── _barycenter_solvers.py │ ├── _network_simplex.py │ ├── core.h │ ├── cvx.py │ ├── dmmot.py │ ├── emd_wrap.pyx │ ├── full_bipartitegraph.h │ ├── full_bipartitegraph_omp.h │ ├── network_simplex_simple.h │ ├── network_simplex_simple_omp.h │ ├── solver_1d.py │ └── sparse_bipartitegraph.h ├── mapping.py ├── optim.py ├── partial │ ├── __init__.py │ ├── partial_cython.pyx │ └── partial_solvers.py ├── plot.py ├── regpath.py ├── sliced.py ├── smooth.py ├── solvers.py ├── stochastic.py ├── unbalanced │ ├── __init__.py │ ├── _lbfgs.py │ ├── _mm.py │ └── _sinkhorn.py ├── utils.py └── weak.py ├── pyproject.toml ├── pytest.ini ├── requirements_all.txt ├── setup.cfg ├── setup.py └── test ├── batch ├── test_solve_batch.py └── test_solve_gromov_batch.py ├── conftest.py ├── gromov ├── __init__.py ├── test_bregman.py ├── test_dictionary.py ├── test_estimators.py ├── test_fugw.py ├── test_gw.py ├── test_lowrank.py ├── 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